Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 457 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 53.7 KiB |
| Average record size in memory | 120.3 B |
Variable types
| NUM | 14 |
|---|---|
| CAT | 1 |
TotalDistance is highly correlated with TotalSteps and 1 other fields | High correlation |
TotalSteps is highly correlated with TotalDistance and 1 other fields | High correlation |
TrackerDistance is highly correlated with TotalSteps and 1 other fields | High correlation |
TotalSteps has 61 (13.3%) zeros | Zeros |
TotalDistance has 63 (13.8%) zeros | Zeros |
TrackerDistance has 66 (14.4%) zeros | Zeros |
LoggedActivitiesDistance has 433 (94.7%) zeros | Zeros |
VeryActiveDistance has 245 (53.6%) zeros | Zeros |
ModeratelyActiveDistance has 228 (49.9%) zeros | Zeros |
LightActiveDistance has 74 (16.2%) zeros | Zeros |
SedentaryActiveDistance has 419 (91.7%) zeros | Zeros |
VeryActiveMinutes has 241 (52.7%) zeros | Zeros |
FairlyActiveMinutes has 227 (49.7%) zeros | Zeros |
LightlyActiveMinutes has 72 (15.8%) zeros | Zeros |
Calories has 5 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2020-09-11 12:11:27.331473 |
|---|---|
| Analysis finished | 2020-09-11 12:12:01.047951 |
| Duration | 33.72 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
Id
Real number (ℝ≥0)
| Distinct | 35 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4628594643 |
|---|---|
| Minimum | 1503960366 |
| Maximum | 8877689391 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 1503960366 |
|---|---|
| 5-th percentile | 1624580081 |
| Q1 | 2347167796 |
| median | 4057192912 |
| Q3 | 6391747486 |
| 95-th percentile | 8792009665 |
| Maximum | 8877689391 |
| Range | 7373729025 |
| Interquartile range (IQR) | 4044579690 |
Descriptive statistics
| Standard deviation | 2293781430 |
|---|---|
| Coefficient of variation (CV) | 0.4955675764 |
| Kurtosis | -1.039194515 |
| Mean | 4628594643 |
| Median Absolute Deviation (MAD) | 2030840877 |
| Skewness | 0.3527246238 |
| Sum | 2.115267752e+12 |
| Variance | 5.261433247e+18 |
| Monotocity | Increasing |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) | |
| 4057192912 | 32 | 7.0% | |
| 4020332650 | 32 | 7.0% | |
| 1624580081 | 19 | 4.2% | |
| 1503960366 | 19 | 4.2% | |
| 4702921684 | 15 | 3.3% | |
| 2347167796 | 15 | 3.3% | |
| 4445114986 | 15 | 3.3% | |
| 6962181067 | 14 | 3.1% | |
| 8253242879 | 12 | 2.6% | |
| 4558609924 | 12 | 2.6% | |
| Other values (25) | 272 | 59.5% |
| Value | Count | Frequency (%) | |
| 1503960366 | 19 | 4.2% | |
| 1624580081 | 19 | 4.2% | |
| 1644430081 | 10 | 2.2% | |
| 1844505072 | 12 | 2.6% | |
| 1927972279 | 12 | 2.6% |
| Value | Count | Frequency (%) | |
| 8877689391 | 12 | 2.6% | |
| 8792009665 | 12 | 2.6% | |
| 8583815059 | 8 | 1.8% | |
| 8378563200 | 12 | 2.6% | |
| 8253242879 | 12 | 2.6% |
ActivityDate
Categorical
| Distinct | 32 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.6 KiB |
| 4/3/2016 | |
|---|---|
| 4/4/2016 | |
| 4/5/2016 | |
| 4/2/2016 | |
| 4/1/2016 | |
| Other values (27) |
| Value | Count | Frequency (%) | |
| 4/3/2016 | 35 | 7.7% | |
| 4/4/2016 | 35 | 7.7% | |
| 4/5/2016 | 35 | 7.7% | |
| 4/2/2016 | 35 | 7.7% | |
| 4/1/2016 | 34 | 7.4% | |
| 4/7/2016 | 33 | 7.2% | |
| 4/6/2016 | 33 | 7.2% | |
| 4/8/2016 | 33 | 7.2% | |
| 4/9/2016 | 32 | 7.0% | |
| 4/10/2016 | 29 | 6.3% | |
| Other values (22) | 123 | 26.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.332603939 |
| Min length | 8 |
| Distinct | 389 |
|---|---|
| Distinct (%) | 85.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6546.562363 |
|---|---|
| Minimum | 0 |
| Maximum | 28497 |
| Zeros | 61 |
| Zeros (%) | 13.3% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1988 |
| median | 5986 |
| Q3 | 10198 |
| 95-th percentile | 15605.6 |
| Maximum | 28497 |
| Range | 28497 |
| Interquartile range (IQR) | 8210 |
Descriptive statistics
| Standard deviation | 5398.493064 |
|---|---|
| Coefficient of variation (CV) | 0.824630205 |
| Kurtosis | 0.6648241126 |
| Mean | 6546.562363 |
| Median Absolute Deviation (MAD) | 4120 |
| Skewness | 0.803413395 |
| Sum | 2991779 |
| Variance | 29143727.36 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 61 | 13.3% | |
| 4195 | 2 | 0.4% | |
| 4499 | 2 | 0.4% | |
| 5543 | 2 | 0.4% | |
| 6344 | 2 | 0.4% | |
| 2098 | 2 | 0.4% | |
| 12409 | 2 | 0.4% | |
| 8 | 2 | 0.4% | |
| 7 | 2 | 0.4% | |
| 6835 | 1 | 0.2% | |
| Other values (379) | 379 | 82.9% |
| Value | Count | Frequency (%) | |
| 0 | 61 | 13.3% | |
| 4 | 1 | 0.2% | |
| 7 | 2 | 0.4% | |
| 8 | 2 | 0.4% | |
| 14 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 28497 | 1 | 0.2% | |
| 27572 | 1 | 0.2% | |
| 25701 | 1 | 0.2% | |
| 24136 | 1 | 0.2% | |
| 23014 | 1 | 0.2% |
| Distinct | 334 |
|---|---|
| Distinct (%) | 73.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.663522972 |
|---|---|
| Minimum | 0 |
| Maximum | 27.53000069 |
| Zeros | 63 |
| Zeros (%) | 13.8% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.409999967 |
| median | 4.090000153 |
| Q3 | 7.159999847 |
| 95-th percentile | 11.23999977 |
| Maximum | 27.53000069 |
| Range | 27.53000069 |
| Interquartile range (IQR) | 5.749999881 |
Descriptive statistics
| Standard deviation | 4.082072268 |
|---|---|
| Coefficient of variation (CV) | 0.8753194296 |
| Kurtosis | 3.448976394 |
| Mean | 4.663522972 |
| Median Absolute Deviation (MAD) | 2.889999866 |
| Skewness | 1.321383526 |
| Sum | 2131.229998 |
| Variance | 16.663314 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 63 | 13.8% | |
| 0.009999999776 | 6 | 1.3% | |
| 7.670000076 | 3 | 0.7% | |
| 4.71999979 | 3 | 0.7% | |
| 1.919999957 | 2 | 0.4% | |
| 8.119999886 | 2 | 0.4% | |
| 4.78000021 | 2 | 0.4% | |
| 1.549999952 | 2 | 0.4% | |
| 0.8299999833 | 2 | 0.4% | |
| 5.329999924 | 2 | 0.4% | |
| Other values (324) | 370 | 81.0% |
| Value | Count | Frequency (%) | |
| 0 | 63 | 13.8% | |
| 0.009999999776 | 6 | 1.3% | |
| 0.01999999955 | 2 | 0.4% | |
| 0.02999999933 | 1 | 0.2% | |
| 0.1099999994 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 27.53000069 | 1 | 0.2% | |
| 23.38999939 | 1 | 0.2% | |
| 20.90999985 | 1 | 0.2% | |
| 20.38999939 | 1 | 0.2% | |
| 20.13999939 | 1 | 0.2% |
| Distinct | 336 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.609846824 |
|---|---|
| Minimum | 0 |
| Maximum | 27.53000069 |
| Zeros | 66 |
| Zeros (%) | 14.4% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.279999971 |
| median | 4.090000153 |
| Q3 | 7.110000134 |
| 95-th percentile | 11.13599968 |
| Maximum | 27.53000069 |
| Range | 27.53000069 |
| Interquartile range (IQR) | 5.830000162 |
Descriptive statistics
| Standard deviation | 4.068539937 |
|---|---|
| Coefficient of variation (CV) | 0.8825759494 |
| Kurtosis | 3.576888152 |
| Mean | 4.609846824 |
| Median Absolute Deviation (MAD) | 2.920000076 |
| Skewness | 1.339050019 |
| Sum | 2106.699999 |
| Variance | 16.55301722 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 66 | 14.4% | |
| 0.009999999776 | 6 | 1.3% | |
| 7.670000076 | 3 | 0.7% | |
| 4.71999979 | 3 | 0.7% | |
| 1.919999957 | 2 | 0.4% | |
| 1.549999952 | 2 | 0.4% | |
| 5.329999924 | 2 | 0.4% | |
| 0.8299999833 | 2 | 0.4% | |
| 6.980000019 | 2 | 0.4% | |
| 1.429999948 | 2 | 0.4% | |
| Other values (326) | 367 | 80.3% |
| Value | Count | Frequency (%) | |
| 0 | 66 | 14.4% | |
| 0.009999999776 | 6 | 1.3% | |
| 0.01999999955 | 2 | 0.4% | |
| 0.02999999933 | 1 | 0.2% | |
| 0.1099999994 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 27.53000069 | 1 | 0.2% | |
| 23.38999939 | 1 | 0.2% | |
| 20.90999985 | 1 | 0.2% | |
| 20.38999939 | 1 | 0.2% | |
| 20.13999939 | 1 | 0.2% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1794273741 |
|---|---|
| Minimum | 0 |
| Maximum | 6.72705698 |
| Zeros | 433 |
| Zeros (%) | 94.7% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.3665432006 |
| Maximum | 6.72705698 |
| Range | 6.72705698 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8492318298 |
|---|---|
| Coefficient of variation (CV) | 4.733011526 |
| Kurtosis | 27.13615724 |
| Mean | 0.1794273741 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.159788142 |
| Sum | 81.99830997 |
| Variance | 0.7211947008 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) | |
| 0 | 433 | 94.7% | |
| 2.092147112 | 4 | 0.9% | |
| 2.253081083 | 3 | 0.7% | |
| 4.836380005 | 1 | 0.2% | |
| 2.696455002 | 1 | 0.2% | |
| 5.45686388 | 1 | 0.2% | |
| 3.218688011 | 1 | 0.2% | |
| 3.97279501 | 1 | 0.2% | |
| 6.72705698 | 1 | 0.2% | |
| 0.05584299937 | 1 | 0.2% | |
| Other values (10) | 10 | 2.2% |
| Value | Count | Frequency (%) | |
| 0 | 433 | 94.7% | |
| 0.05584299937 | 1 | 0.2% | |
| 1.609344006 | 1 | 0.2% | |
| 1.926301956 | 1 | 0.2% | |
| 2.027772903 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 6.72705698 | 1 | 0.2% | |
| 5.45686388 | 1 | 0.2% | |
| 5.189849854 | 1 | 0.2% | |
| 4.901282787 | 1 | 0.2% | |
| 4.875989914 | 1 | 0.2% |
| Distinct | 170 |
|---|---|
| Distinct (%) | 37.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.180897153 |
|---|---|
| Minimum | 0 |
| Maximum | 21.92000008 |
| Zeros | 245 |
| Zeros (%) | 53.6% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1.309999943 |
| 95-th percentile | 5.760000038 |
| Maximum | 21.92000008 |
| Range | 21.92000008 |
| Interquartile range (IQR) | 1.309999943 |
Descriptive statistics
| Standard deviation | 2.487158568 |
|---|---|
| Coefficient of variation (CV) | 2.106160186 |
| Kurtosis | 18.7096635 |
| Mean | 1.180897153 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.73064421 |
| Sum | 539.669999 |
| Variance | 6.185957745 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 245 | 53.6% | |
| 0.0700000003 | 6 | 1.3% | |
| 0.25 | 4 | 0.9% | |
| 0.2300000042 | 3 | 0.7% | |
| 0.5 | 3 | 0.7% | |
| 0.3300000131 | 3 | 0.7% | |
| 0.1000000015 | 2 | 0.4% | |
| 2.019999981 | 2 | 0.4% | |
| 0.8700000048 | 2 | 0.4% | |
| 1.799999952 | 2 | 0.4% | |
| Other values (160) | 185 | 40.5% |
| Value | Count | Frequency (%) | |
| 0 | 245 | 53.6% | |
| 0.009999999776 | 1 | 0.2% | |
| 0.01999999955 | 1 | 0.2% | |
| 0.03999999911 | 1 | 0.2% | |
| 0.05999999866 | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 21.92000008 | 1 | 0.2% | |
| 16.81999969 | 1 | 0.2% | |
| 14.72000027 | 1 | 0.2% | |
| 12.22000027 | 1 | 0.2% | |
| 12.06000042 | 1 | 0.2% |
| Distinct | 140 |
|---|---|
| Distinct (%) | 30.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4786433252 |
|---|---|
| Minimum | 0 |
| Maximum | 6.400000095 |
| Zeros | 228 |
| Zeros (%) | 49.9% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.01999999955 |
| Q3 | 0.6700000167 |
| 95-th percentile | 2.089999914 |
| Maximum | 6.400000095 |
| Range | 6.400000095 |
| Interquartile range (IQR) | 0.6700000167 |
Descriptive statistics
| Standard deviation | 0.8309951707 |
|---|---|
| Coefficient of variation (CV) | 1.736146995 |
| Kurtosis | 11.87056988 |
| Mean | 0.4786433252 |
| Median Absolute Deviation (MAD) | 0.01999999955 |
| Skewness | 2.971412313 |
| Sum | 218.7399996 |
| Variance | 0.6905529737 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 228 | 49.9% | |
| 0.25 | 5 | 1.1% | |
| 0.1800000072 | 5 | 1.1% | |
| 0.3300000131 | 4 | 0.9% | |
| 0.5299999714 | 4 | 0.9% | |
| 0.2300000042 | 4 | 0.9% | |
| 0.1599999964 | 4 | 0.9% | |
| 0.2599999905 | 4 | 0.9% | |
| 0.3700000048 | 4 | 0.9% | |
| 0.2199999988 | 4 | 0.9% | |
| Other values (130) | 191 | 41.8% |
| Value | Count | Frequency (%) | |
| 0 | 228 | 49.9% | |
| 0.01999999955 | 1 | 0.2% | |
| 0.03999999911 | 2 | 0.4% | |
| 0.05000000075 | 3 | 0.7% | |
| 0.05999999866 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 6.400000095 | 1 | 0.2% | |
| 5.489999771 | 1 | 0.2% | |
| 4.489999771 | 1 | 0.2% | |
| 4.440000057 | 1 | 0.2% | |
| 3.720000029 | 1 | 0.2% |
| Distinct | 295 |
|---|---|
| Distinct (%) | 64.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.890196937 |
|---|---|
| Minimum | 0 |
| Maximum | 12.51000023 |
| Zeros | 74 |
| Zeros (%) | 16.2% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.8700000048 |
| median | 2.930000067 |
| Q3 | 4.460000038 |
| 95-th percentile | 6.515999985 |
| Maximum | 12.51000023 |
| Range | 12.51000023 |
| Interquartile range (IQR) | 3.590000033 |
Descriptive statistics
| Standard deviation | 2.237523344 |
|---|---|
| Coefficient of variation (CV) | 0.7741767752 |
| Kurtosis | 0.2750757813 |
| Mean | 2.890196937 |
| Median Absolute Deviation (MAD) | 1.749999762 |
| Skewness | 0.5215831453 |
| Sum | 1320.82 |
| Variance | 5.006510715 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 74 | 16.2% | |
| 0.009999999776 | 7 | 1.5% | |
| 4.610000134 | 4 | 0.9% | |
| 3.5 | 4 | 0.9% | |
| 3.50999999 | 3 | 0.7% | |
| 3.910000086 | 3 | 0.7% | |
| 5.269999981 | 3 | 0.7% | |
| 4.949999809 | 3 | 0.7% | |
| 3.210000038 | 3 | 0.7% | |
| 1.629999995 | 3 | 0.7% | |
| Other values (285) | 350 | 76.6% |
| Value | Count | Frequency (%) | |
| 0 | 74 | 16.2% | |
| 0.009999999776 | 7 | 1.5% | |
| 0.01999999955 | 1 | 0.2% | |
| 0.02999999933 | 1 | 0.2% | |
| 0.1099999994 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 12.51000023 | 1 | 0.2% | |
| 12 | 1 | 0.2% | |
| 9.369999886 | 1 | 0.2% | |
| 8.619999886 | 1 | 0.2% | |
| 8.149999619 | 1 | 0.2% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.001903719882 |
|---|---|
| Minimum | 0 |
| Maximum | 0.1000000015 |
| Zeros | 419 |
| Zeros (%) | 91.7% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.009999999776 |
| Maximum | 0.1000000015 |
| Range | 0.1000000015 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.0084868013 |
|---|---|
| Coefficient of variation (CV) | 4.45800949 |
| Kurtosis | 54.03881246 |
| Mean | 0.001903719882 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.566301549 |
| Sum | 0.8699999861 |
| Variance | 7.202579631e-05 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) | |
| 0 | 419 | 91.7% | |
| 0.009999999776 | 22 | 4.8% | |
| 0.02999999933 | 6 | 1.3% | |
| 0.03999999911 | 4 | 0.9% | |
| 0.01999999955 | 2 | 0.4% | |
| 0.05999999866 | 2 | 0.4% | |
| 0.1000000015 | 1 | 0.2% | |
| 0.05000000075 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 419 | 91.7% | |
| 0.009999999776 | 22 | 4.8% | |
| 0.01999999955 | 2 | 0.4% | |
| 0.02999999933 | 6 | 1.3% | |
| 0.03999999911 | 4 | 0.9% |
| Value | Count | Frequency (%) | |
| 0.1000000015 | 1 | 0.2% | |
| 0.05999999866 | 2 | 0.4% | |
| 0.05000000075 | 1 | 0.2% | |
| 0.03999999911 | 4 | 0.9% | |
| 0.02999999933 | 6 | 1.3% |
| Distinct | 85 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.62363239 |
|---|---|
| Minimum | 0 |
| Maximum | 202 |
| Zeros | 241 |
| Zeros (%) | 52.7% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 25 |
| 95-th percentile | 78.4 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 28.91970375 |
|---|---|
| Coefficient of variation (CV) | 1.739674163 |
| Kurtosis | 6.928585794 |
| Mean | 16.62363239 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.38473603 |
| Sum | 7597 |
| Variance | 836.3492648 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 241 | 52.7% | |
| 1 | 11 | 2.4% | |
| 3 | 9 | 2.0% | |
| 4 | 8 | 1.8% | |
| 2 | 7 | 1.5% | |
| 7 | 7 | 1.5% | |
| 15 | 7 | 1.5% | |
| 18 | 7 | 1.5% | |
| 5 | 6 | 1.3% | |
| 25 | 6 | 1.3% | |
| Other values (75) | 148 | 32.4% |
| Value | Count | Frequency (%) | |
| 0 | 241 | 52.7% | |
| 1 | 11 | 2.4% | |
| 2 | 7 | 1.5% | |
| 3 | 9 | 2.0% | |
| 4 | 8 | 1.8% |
| Value | Count | Frequency (%) | |
| 202 | 1 | 0.2% | |
| 165 | 1 | 0.2% | |
| 128 | 1 | 0.2% | |
| 124 | 1 | 0.2% | |
| 123 | 1 | 0.2% |
| Distinct | 62 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.07002188 |
|---|---|
| Minimum | 0 |
| Maximum | 660 |
| Zeros | 227 |
| Zeros (%) | 49.7% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 16 |
| 95-th percentile | 46.4 |
| Maximum | 660 |
| Range | 660 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 36.20863518 |
|---|---|
| Coefficient of variation (CV) | 2.770357656 |
| Kurtosis | 224.7286191 |
| Mean | 13.07002188 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 13.02940846 |
| Sum | 5973 |
| Variance | 1311.065262 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 227 | 49.7% | |
| 6 | 14 | 3.1% | |
| 16 | 12 | 2.6% | |
| 8 | 11 | 2.4% | |
| 7 | 10 | 2.2% | |
| 11 | 9 | 2.0% | |
| 17 | 9 | 2.0% | |
| 12 | 9 | 2.0% | |
| 9 | 8 | 1.8% | |
| 15 | 8 | 1.8% | |
| Other values (52) | 140 | 30.6% |
| Value | Count | Frequency (%) | |
| 0 | 227 | 49.7% | |
| 1 | 3 | 0.7% | |
| 2 | 3 | 0.7% | |
| 3 | 3 | 0.7% | |
| 4 | 7 | 1.5% |
| Value | Count | Frequency (%) | |
| 660 | 1 | 0.2% | |
| 141 | 1 | 0.2% | |
| 133 | 1 | 0.2% | |
| 120 | 1 | 0.2% | |
| 114 | 1 | 0.2% |
| Distinct | 251 |
|---|---|
| Distinct (%) | 54.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 170.0700219 |
|---|---|
| Minimum | 0 |
| Maximum | 720 |
| Zeros | 72 |
| Zeros (%) | 15.8% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 64 |
| median | 181 |
| Q3 | 257 |
| 95-th percentile | 348.6 |
| Maximum | 720 |
| Range | 720 |
| Interquartile range (IQR) | 193 |
Descriptive statistics
| Standard deviation | 122.2053721 |
|---|---|
| Coefficient of variation (CV) | 0.7185591605 |
| Kurtosis | 0.3822726388 |
| Mean | 170.0700219 |
| Median Absolute Deviation (MAD) | 90 |
| Skewness | 0.3525141968 |
| Sum | 77722 |
| Variance | 14934.15298 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 72 | 15.8% | |
| 1 | 6 | 1.3% | |
| 248 | 5 | 1.1% | |
| 208 | 4 | 0.9% | |
| 212 | 4 | 0.9% | |
| 230 | 4 | 0.9% | |
| 276 | 4 | 0.9% | |
| 190 | 3 | 0.7% | |
| 272 | 3 | 0.7% | |
| 263 | 3 | 0.7% | |
| Other values (241) | 349 | 76.4% |
| Value | Count | Frequency (%) | |
| 0 | 72 | 15.8% | |
| 1 | 6 | 1.3% | |
| 2 | 3 | 0.7% | |
| 3 | 1 | 0.2% | |
| 6 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 720 | 1 | 0.2% | |
| 630 | 1 | 0.2% | |
| 586 | 1 | 0.2% | |
| 506 | 1 | 0.2% | |
| 491 | 1 | 0.2% |
SedentaryMinutes
Real number (ℝ≥0)
| Distinct | 315 |
|---|---|
| Distinct (%) | 68.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 995.2822757 |
|---|---|
| Minimum | 32 |
| Maximum | 1440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 32 |
|---|---|
| 5-th percentile | 465.4 |
| Q1 | 728 |
| median | 1057 |
| Q3 | 1285 |
| 95-th percentile | 1440 |
| Maximum | 1440 |
| Range | 1408 |
| Interquartile range (IQR) | 557 |
Descriptive statistics
| Standard deviation | 337.021404 |
|---|---|
| Coefficient of variation (CV) | 0.3386189146 |
| Kurtosis | -0.6782227116 |
| Mean | 995.2822757 |
| Median Absolute Deviation (MAD) | 300 |
| Skewness | -0.3655631139 |
| Sum | 454844 |
| Variance | 113583.4267 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1440 | 63 | 13.8% | |
| 1439 | 4 | 0.9% | |
| 1181 | 4 | 0.9% | |
| 1328 | 3 | 0.7% | |
| 1125 | 3 | 0.7% | |
| 770 | 3 | 0.7% | |
| 1150 | 3 | 0.7% | |
| 1185 | 3 | 0.7% | |
| 842 | 3 | 0.7% | |
| 700 | 3 | 0.7% | |
| Other values (305) | 365 | 79.9% |
| Value | Count | Frequency (%) | |
| 32 | 1 | 0.2% | |
| 61 | 1 | 0.2% | |
| 75 | 1 | 0.2% | |
| 99 | 1 | 0.2% | |
| 146 | 1 | 0.2% |
| Value | Count | Frequency (%) | |
| 1440 | 63 | 13.8% | |
| 1439 | 4 | 0.9% | |
| 1438 | 2 | 0.4% | |
| 1432 | 1 | 0.2% | |
| 1428 | 1 | 0.2% |
| Distinct | 383 |
|---|---|
| Distinct (%) | 83.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2189.452954 |
|---|---|
| Minimum | 0 |
| Maximum | 4562 |
| Zeros | 5 |
| Zeros (%) | 1.1% |
| Memory size | 3.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 790.8 |
| Q1 | 1776 |
| median | 2062 |
| Q3 | 2667 |
| 95-th percentile | 3716 |
| Maximum | 4562 |
| Range | 4562 |
| Interquartile range (IQR) | 891 |
Descriptive statistics
| Standard deviation | 815.4845229 |
|---|---|
| Coefficient of variation (CV) | 0.3724603999 |
| Kurtosis | 0.5200100199 |
| Mean | 2189.452954 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 0.2363575209 |
| Sum | 1000580 |
| Variance | 665015.0071 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1776 | 11 | 2.4% | |
| 1878 | 8 | 1.8% | |
| 2060 | 6 | 1.3% | |
| 0 | 5 | 1.1% | |
| 1820 | 5 | 1.1% | |
| 1429 | 5 | 1.1% | |
| 1920 | 5 | 1.1% | |
| 1324 | 4 | 0.9% | |
| 1935 | 3 | 0.7% | |
| 1777 | 3 | 0.7% | |
| Other values (373) | 402 | 88.0% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 1.1% | |
| 50 | 1 | 0.2% | |
| 182 | 1 | 0.2% | |
| 251 | 1 | 0.2% | |
| 399 | 2 | 0.4% |
| Value | Count | Frequency (%) | |
| 4562 | 1 | 0.2% | |
| 4526 | 1 | 0.2% | |
| 4430 | 1 | 0.2% | |
| 4286 | 1 | 0.2% | |
| 4234 | 1 | 0.2% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Id | ActivityDate | TotalSteps | TotalDistance | TrackerDistance | LoggedActivitiesDistance | VeryActiveDistance | ModeratelyActiveDistance | LightActiveDistance | SedentaryActiveDistance | VeryActiveMinutes | FairlyActiveMinutes | LightlyActiveMinutes | SedentaryMinutes | Calories | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1503960366 | 3/25/2016 | 11004 | 7.11 | 7.11 | 0.0 | 2.57 | 0.46 | 4.07 | 0.0 | 33 | 12 | 205 | 804 | 1819 |
| 1 | 1503960366 | 3/26/2016 | 17609 | 11.55 | 11.55 | 0.0 | 6.92 | 0.73 | 3.91 | 0.0 | 89 | 17 | 274 | 588 | 2154 |
| 2 | 1503960366 | 3/27/2016 | 12736 | 8.53 | 8.53 | 0.0 | 4.66 | 0.16 | 3.71 | 0.0 | 56 | 5 | 268 | 605 | 1944 |
| 3 | 1503960366 | 3/28/2016 | 13231 | 8.93 | 8.93 | 0.0 | 3.19 | 0.79 | 4.95 | 0.0 | 39 | 20 | 224 | 1080 | 1932 |
| 4 | 1503960366 | 3/29/2016 | 12041 | 7.85 | 7.85 | 0.0 | 2.16 | 1.09 | 4.61 | 0.0 | 28 | 28 | 243 | 763 | 1886 |
| 5 | 1503960366 | 3/30/2016 | 10970 | 7.16 | 7.16 | 0.0 | 2.36 | 0.51 | 4.29 | 0.0 | 30 | 13 | 223 | 1174 | 1820 |
| 6 | 1503960366 | 3/31/2016 | 12256 | 7.86 | 7.86 | 0.0 | 2.29 | 0.49 | 5.04 | 0.0 | 33 | 12 | 239 | 820 | 1889 |
| 7 | 1503960366 | 4/1/2016 | 12262 | 7.87 | 7.87 | 0.0 | 3.32 | 0.83 | 3.64 | 0.0 | 47 | 21 | 200 | 866 | 1868 |
| 8 | 1503960366 | 4/2/2016 | 11248 | 7.25 | 7.25 | 0.0 | 3.00 | 0.45 | 3.74 | 0.0 | 40 | 11 | 244 | 636 | 1843 |
| 9 | 1503960366 | 4/3/2016 | 10016 | 6.37 | 6.37 | 0.0 | 0.91 | 1.28 | 4.18 | 0.0 | 15 | 30 | 314 | 655 | 1850 |
Last rows
| Id | ActivityDate | TotalSteps | TotalDistance | TrackerDistance | LoggedActivitiesDistance | VeryActiveDistance | ModeratelyActiveDistance | LightActiveDistance | SedentaryActiveDistance | VeryActiveMinutes | FairlyActiveMinutes | LightlyActiveMinutes | SedentaryMinutes | Calories | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 447 | 8877689391 | 4/3/2016 | 15260 | 8.190000 | 8.190000 | 0.0 | 1.80 | 0.75 | 5.57 | 0.00 | 106 | 17 | 259 | 1058 | 3864 |
| 448 | 8877689391 | 4/4/2016 | 20779 | 18.410000 | 18.410000 | 0.0 | 11.73 | 0.65 | 6.00 | 0.00 | 78 | 16 | 208 | 1138 | 3662 |
| 449 | 8877689391 | 4/5/2016 | 10695 | 8.120000 | 8.120000 | 0.0 | 0.77 | 0.18 | 7.09 | 0.01 | 10 | 3 | 246 | 1181 | 2834 |
| 450 | 8877689391 | 4/6/2016 | 24136 | 20.910000 | 20.910000 | 0.0 | 12.22 | 0.54 | 8.08 | 0.00 | 87 | 16 | 318 | 1019 | 4039 |
| 451 | 8877689391 | 4/7/2016 | 10910 | 8.420000 | 8.420000 | 0.0 | 2.96 | 0.39 | 5.03 | 0.00 | 32 | 11 | 212 | 1185 | 2947 |
| 452 | 8877689391 | 4/8/2016 | 23014 | 20.389999 | 20.389999 | 0.0 | 11.10 | 0.63 | 8.62 | 0.00 | 70 | 29 | 359 | 982 | 4196 |
| 453 | 8877689391 | 4/9/2016 | 16470 | 8.070000 | 8.070000 | 0.0 | 0.00 | 0.02 | 8.02 | 0.00 | 90 | 9 | 289 | 1052 | 3841 |
| 454 | 8877689391 | 4/10/2016 | 28497 | 27.530001 | 27.530001 | 0.0 | 21.92 | 1.12 | 4.46 | 0.00 | 128 | 46 | 211 | 1055 | 4526 |
| 455 | 8877689391 | 4/11/2016 | 10622 | 8.060000 | 8.060000 | 0.0 | 1.47 | 0.15 | 6.37 | 0.01 | 18 | 7 | 225 | 1190 | 2820 |
| 456 | 8877689391 | 4/12/2016 | 2350 | 1.780000 | 1.780000 | 0.0 | 0.00 | 0.00 | 1.78 | 0.00 | 0 | 0 | 58 | 531 | 938 |